{"id":"W2273491693","doi":"","title":"Manage fresh heifers with cow-side SCC tests : advertorial","year":2007,"lang":"en","type":"article","venue":"The dairy mail/The Dairy mail","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Udder; Ice calving; Animal science; Purchasing; Quarter (Canadian coin); Agricultural science; Biology; Veterinary medicine; Operations management; Medicine; Engineering; Lactation; Geography; Mastitis; Microbiology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002875821,0.0007418995,0.0006197539,0.00005676395,0.001667348,0.0003228502,0.002166287,0.0004046672,0.00200061],"category_scores_gemma":[0.0001362688,0.0002613237,0.0003760182,0.001167265,0.0009402084,0.0004139164,0.0005945546,0.0009599564,0.0007777858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001593252,"about_ca_system_score_gemma":0.00006612859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842195,"about_ca_topic_score_gemma":0.06738202,"domain_scores_codex":[0.9946423,0.0005349652,0.0008973511,0.00106899,0.001281452,0.001574984],"domain_scores_gemma":[0.9965752,0.001612838,0.0004061073,0.0007572546,0.0002064866,0.0004420779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00748072,0.002177716,0.03477779,0.000352415,0.001145288,0.001733065,0.006502429,0.0006021981,0.03992133,0.02831998,0.4872754,0.3897117],"study_design_scores_gemma":[0.001310659,0.0008022711,0.116139,0.0001300978,0.0001494758,0.0001514714,0.003469506,0.00008083808,0.0005217968,0.003627068,0.8725548,0.001062969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319665,0.0007744074,0.0003949575,0.007205486,0.003521974,0.001606251,0.000203963,0.0006797143,0.05364673],"genre_scores_gemma":[0.9768106,0.0001323735,0.0002411369,0.004211816,0.003835712,0.00008746548,0.0001236997,0.00001793448,0.01453927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3886487,"threshold_uncertainty_score":0.9999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886085604186323,"score_gpt":0.2302810536902122,"score_spread":0.211420197648349,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}